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https://github.com/thohemp/6drepnet360

Official Pytorch implementation of "Towards Robust and Unconstrained Full Range of Rotation Head Pose Estimation" IEEE TIP 24
https://github.com/thohemp/6drepnet360

cnn estimation full head pose prediction rotation

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Official Pytorch implementation of "Towards Robust and Unconstrained Full Range of Rotation Head Pose Estimation" IEEE TIP 24

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README

          

[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/towards-robust-and-unconstrained-full-range/head-pose-estimation-on-biwi)](https://paperswithcode.com/sota/head-pose-estimation-on-biwi?p=towards-robust-and-unconstrained-full-range)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/towards-robust-and-unconstrained-full-range/head-pose-estimation-on-cmu-panoptic-300w-lp)](https://paperswithcode.com/sota/head-pose-estimation-on-cmu-panoptic-300w-lp?p=towards-robust-and-unconstrained-full-range)
[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/towards-robust-and-unconstrained-full-range/head-pose-estimation-on-aflw2000)](https://paperswithcode.com/sota/head-pose-estimation-on-aflw2000?p=towards-robust-and-unconstrained-full-range)
#

**6DRepNet360**


animated

## Overview

This is a PyTorch implementation of 6DRepNet360 specified in
["Towards Robust and Unconstrained Full Range of Rotation Head Pose Estimation"](https://ieeexplore.ieee.org/document/10477888)
, IEEE Transactions on Image Processing 2024

## Models
|Model| Description|Download|
|---|---|---|
|6DRepNet360 Full Rotation | Fine-tuned on 300W-LP + Panoptic| [Download](https://cloud.ovgu.de/s/TewGC9TDLGgKkmS/download/6DRepNet360_Full-Rotation_300W_LP+Panoptic.pth)
|6DRepNet360 | Fine-tuned on 300W-LP | [Download](https://cloud.ovgu.de/s/wWCitDxp9t79xkP/download/6DRepNet360_300W_LP.pth)

## Usage

Coming soon!

## **Citing**

If you find our work useful, please cite the paper:

```BibTeX
@ARTICLE{10477888,
author={Hempel, Thorsten and Abdelrahman, Ahmed A. and Al-Hamadi, Ayoub},
journal={IEEE Transactions on Image Processing},
title={Toward Robust and Unconstrained Full Range of Rotation Head Pose Estimation},
year={2024},
volume={33},
number={},
pages={2377-2387},
doi={10.1109/TIP.2024.3378180}}
```